{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from os.path import join\n",
    "\n",
    "from pylab import rcParams\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "rcParams['figure.figsize'] = (13, 6)\n",
    "plt.style.use('ggplot')\n",
    "import nilmtk\n",
    "from nilmtk import DataSet, TimeFrame, MeterGroup, HDFDataStore\n",
    "from nilmtk.disaggregate import CombinatorialOptimisation, fhmm_exact\n",
    "from nilmtk.utils import print_dict\n",
    "from nilmtk.metrics import f1_score\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loaded 6 buildings\n"
     ]
    }
   ],
   "source": [
    "data_dir = '/Users/nipunbatra/Downloads/'\n",
    "we = DataSet(join(data_dir, 'redd.h5'))\n",
    "print('loaded ' + str(len(we.buildings)) + ' buildings')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ul><li><strong>instance</strong>: 1</li><li><strong>dataset</strong>: REDD</li><li><strong>original_name</strong>: house_1</li></ul>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "building_number = 1\n",
    "print_dict(we.buildings[building_number].metadata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<networkx.classes.digraph.DiGraph at 0x10a7fdfd0>,\n",
       " <matplotlib.axes._axes.Axes at 0x10a7fdcd0>)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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JaNy4Mb799ltERUVh8eLFcHBwQGxs7Kf+qoiIiMqUxqceABEREX1YUqkUM2fOxPbt2xEe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Lt9hs5s4jR6i02XghNpYkf/8OnzhqSU+3WQ1sdjtaeXBbIzLwFue5YfBg1mZmMn/oUD49dIg7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\nQgghhBBCCOFG/x/57eNUx6iGngAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1043e7050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "we.buildings[building_number].elec.draw_wiring_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
